{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Bad key \"text.kerning_factor\" on line 4 in\n",
      "/home/bir2160400081/anaconda3/envs/fastai/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test_patch.mplstyle.\n",
      "You probably need to get an updated matplotlibrc file from\n",
      "https://github.com/matplotlib/matplotlib/blob/v3.1.3/matplotlibrc.template\n",
      "or from the matplotlib source distribution\n"
     ]
    }
   ],
   "source": [
    "from fastai.vision import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import os; os.environ['CUDA_VISIBLE_DEVICES']='1'\n",
    "torch.cuda.set_device(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/data.zip'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/mass_roads_crop.csv'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/models'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/train'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid')]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mass_roads = Path('/home/bir2160400081/road_extraction/data/mass_roads_crop')\n",
    "mass_roads.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "mass_roads_train = mass_roads / 'train'\n",
    "mass_roads_valid = mass_roads / 'valid'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/train/.ipynb_checkpoints'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/train/map'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/train/models'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/train/sat')]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mass_roads_train.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/.ipynb_checkpoints'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat')]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mass_roads_valid.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map/0_10228690_15.tif'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map/0_10978735_15.tif'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map/0_10978795_15.tif'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map/0_18028945_15.tif'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/map/0_21929020_15.tif')]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(mass_roads_valid.ls()[1].ls())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat/0_10228690_15.tiff'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat/0_10978735_15.tiff'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat/0_10978795_15.tiff'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat/0_18028945_15.tiff'),\n",
       " PosixPath('/home/bir2160400081/road_extraction/data/mass_roads_crop/valid/sat/0_21929020_15.tiff')]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(mass_roads_valid.ls()[2].ls())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "get_y_fnc = lambda x: x.parent.parent / 'map' / f'{x.stem}.tif'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16590"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sat\n",
    "train_sat = (mass_roads_train / 'sat')\n",
    "len(train_sat.ls())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16590"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# map\n",
    "train_map = (mass_roads_train / 'map')\n",
    "len(train_map.ls())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_sat = sorted(train_sat.ls())[17]\n",
    "img_map = get_y_fnc(img_sat)\n",
    "\n",
    "img_sat = open_image(img_sat)\n",
    "img_map = open_image(img_map)\n",
    "\n",
    "_, axs = plt.subplots(1, 2, figsize=(5, 5))\n",
    "img_sat.show(ax=axs[0])\n",
    "img_map.show(ax=axs[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MySegmentationLabelList(SegmentationLabelList):\n",
    "    def open(self, fn):\n",
    "        return open_mask(fn, div=True)\n",
    "    \n",
    "class MySegmentationItemList(SegmentationItemList):\n",
    "    _label_cls, _square_show_res = MySegmentationLabelList, False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "src = (MySegmentationItemList.from_folder(mass_roads_train / 'sat')\n",
    "       # Load in x data from folder\n",
    "#        .split_by_folder(train='train', valid='valid')\n",
    "       .split_by_rand_pct()\n",
    "       # Split data into training and validation set \n",
    "       .label_from_func(get_y_fnc, classes=['0', '1'])\n",
    "       # Get label image of sat\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = get_transforms()\n",
    "bs = 32\n",
    "size= 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (src.transform(tfms, size=size, tfm_y=True)\n",
    "        # Flip images horizontally \n",
    "        .databunch(bs=bs, path=mass_roads_train)\n",
    "        # Create a databunch\n",
    "        .normalize(imagenet_stats)\n",
    "        # Normalize for resnet\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total memory: 12788498432\n",
      "Free memory: 12256870400\n",
      "Used memory: 531628032\n"
     ]
    }
   ],
   "source": [
    "from pynvml import *\n",
    "nvmlInit()\n",
    "handle = nvmlDeviceGetHandleByIndex(1)\n",
    "info = nvmlDeviceGetMemoryInfo(handle)\n",
    "print(\"Total memory:\", info.total)\n",
    "print(\"Free memory:\", info.free)\n",
    "print(\"Used memory:\", info.used)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = unet_learner(data, models.resnet18, metrics=dice, wd=1e-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      0.00% [0/1 00:00<00:00]\n",
       "    </div>\n",
       "    \n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>dice</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table><p>\n",
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='72' class='' max='414', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      17.39% [72/414 00:55<04:21 1.3312]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deXwV1d3H8c8vCyQsCUsSloR9R3bCvglWwBWxuKDWDUW0SrVqW1uf9nm0tdW2iguKaHFHFBAXRBSsyi6EHZEdhLAlYZOwJznPH7nWFJMQyJ1Mkvt9v173Ze7MuTO/e7zkm5kz94w55xARkdAV5ncBIiLiLwWBiEiIUxCIiIQ4BYGISIhTEIiIhLgIvws4W3Fxca5hw4Z+lyEiUqYsXbo0wzkXn9+6MhcEDRs2JCUlxe8yRETKFDP7rqB1OjUkIhLiFAQiIiFOQSAiEuIUBCIiIU5BICIS4hQEIiIhTkEgIhLiQiYI0g+f4M/T17Iv84TfpYiIlCohEwQLNmcwYf5W+j7xBWNmbyDzRJbfJYmIlAohEwRDOiTy2X396Ns8njGzN9L3iS+YMG8rJ7Ky/S5NRMRX5tUdysxsAnApkOaca1NAm/OBMUAkkOGc63em7SYnJ7viTjGxcsdBHp+5jgWb95FYLZrhXetxfosEzqsbg5kVa9siIqWRmS11ziXnu87DIOgLZAKv5xcEZlYNWAAMds5tN7ME51zambYbjCD4wbyNGYyZvYGU7w4AkFC1Iue3iKd/iwR6N4ujalRkUPYjIuK3woLAs0nnnHNzzKxhIU2uA95zzm0PtD9jCARb72Zx9G4WR/rhE3y1IZ0v1qfxyZo9vJuSSpWKEVzXrT4jejeiVkxUSZcmIlJiPDsiAAgEwfQCjgh+OCV0HlAVeNo593oB2xkJjASoX79+5+++K3ASvWLLys5h6XcHeOvr7UxftYuIsDCu7JTIyL6NaRxfxbP9ioh4yZdTQ4EdN6TgIHgOSAYuAKKBhcAlzrkNhW0zmKeGzmT7vqO8NHcL76bs4GR2DoNa1+bqLkn0aRZPZHjIjLOLSDngy6mhIkgld4D4CHDEzOYA7YFCg6Ak1a9ZiUevaMOvftaMV+dv482vv2PmN3uoUbkCl7arwxUdE+lYr5oGmEWkTPPziKAV8BwwCKgALAaudc6tKWybJXlEcLqTWTl8tSGd95fvZPa3ezmRlUODmpW4uWdDrutWn4oR4b7UJSJyJn5dNfQ2cD4QB+wF/kTumADOuXGBNg8CtwA5wMvOuTFn2q6fQZDX4eOnmLlmD5NTUlm8bT+J1aK578LmDO2YSHiYjhBEpHTxbYzAC6UlCH7gnGPepgyemLme1TsP0SyhCg8MasHA1rV0ykhESo3CgkAjnsVkZvRpFs+Hd/fi+es7kZ3juOONpfz8hQWs3HHQ7/JERM5IQRAkZsbFbevw2X19+duVbdm+/xhDxs7nwckrSTt83O/yREQKpCAIsojwMK7tWp8vHujHHX0b8/6KnQz4x1eMn7OZk1k5fpcnIvITCgKPVI2K5KGLW/HpvX3p2qgGj81Yx+Axc1ih00UiUsooCDzWOL4KE27uwiu3dOFEVg5XjVvAy3O3UNYG6UWk/FIQlJD+LRKYMboP/Vsk8OePv+W211I4cOSk32WJiCgISlJspUhe/EVn/vey1szdmMElz8wlZdt+v8sSkRCnIChhZsbNvRox9c6eRISHcc34RYyfs1mnikTENwoCn7RNimX66N4MbF2Lx2as4753VnD8lO6WJiIlT0Hgo5ioSJ6/vhMPDGzO+yt2cdW4hew+dMzvskQkxCgIfGZm3D2gGS/dmMzWjCNc9ux8jRuISIlSEJQSF7auxbS7elKlYjjDX1rEO0u2+12SiIQIBUEp0qxWVT74ZW+6N67Jb6eu5slZGzSILCKeUxCUMrGVIplwcxeu6pzEM59v5PfT1pCVrakpRMQ7ft6hTAoQGR7GE8PakRBTkbFfbCYj8wTPDu9IVKRufCMiwacjglLKzHhwUEv+7/LzmP3tXm54+WsOHtU3kUUk+BQEpdxNPRvy3PBOrEo9xFXjFrLroC4vFZHgUhCUAZe0q8Nrt3Zlz6HjDHthAZvSMv0uSUTKEQVBGdGjSU0m3dGdk9mOq8Yt0HTWIhI0CoIy5Ly6sUy9swdVoyK57qVFzNmQ7ndJIlIOKAjKmAY1KzNlVA8a1KzMiNeW8OHKXX6XJCJlnIKgDEqIiWLSyO50rF+dX01arm8hi0ixKAjKqNjoSF6/tSt9msXz+2lrmLcxw++SRKSMUhCUYVGR4Yy9riNN46tw51tL2ZR22O+SRKQMUhCUcVWjIvnXzclUjAjj1ldT2K/bX4rIWfIsCMxsgpmlmdmaM7TrYmbZZjbMq1rKu6TqlRh/YzJ7vj/OHW+kcCJLN7gRkaLz8ojgVWBwYQ3MLBx4HPjUwzpCQqf61fnnVe1Zsu0AD01drVlLRaTIPAsC59wc4Ex3WLkHmAqkeVVHKLmsfV1+fWFz3lu+k2f/vcnvckSkjPBt9lEzSwSGAgOALn7VUd7cM6ApWzOO8OSsDURHhnN738Z+lyQipZyf01CPAX7rnMs2s0IbmtlIYCRA/fr1S6C0ssvMeGJYO05m5fCXGd/icIzs28TvskSkFPMzCJKBSYEQiAMuNrMs59z7pzd0zo0HxgMkJyfr5PcZRIaHMebaDmDw2Ix1OAd39FMYiEj+fAsC51yjH342s1eB6fmFgJybyPAwnr6mAwb89ZN15Di483yFgYj8lGdBYGZvA+cDcWaWCvwJiARwzo3zar/yo4jwMMZc0wEz4/GZ63A47jq/qd9liUgp41kQOOeGn0Xbm72qI9RFhIfx1NXtCTN4YuZ6qleqwPCuGmcRkR/pnsUhICI8jH9e1Z6DR0/xxw/W0CS+Cl0b1fC7LBEpJTTFRIiICA/jmeEdqVe9Ene+uZTUA0f9LklESgkFQQiJjY7kpZuSOZmdw+2vL+XoySy/SxKRUkBBEGKaxFfhmeEdWb/ne+5/dyU5OboaVyTUKQhCUP8WCTx0USs+WbNHU1GIiAaLQ9VtfRrx7Z7veWr2BlrUrsrgNrX9LklEfKIjghBlZjw2tC3t61Xjgckr2Zye6XdJIuITBUEIi4oM54XrO1EhIoxRbyzlyAkNHouEIgVBiKtbLZpnh3dkc3omv526SvcxEAlBCgKhV9M47h/YgumrdvPK/G1+lyMiJUxBIADc2a8JP2tVi8dmfEvKtjPdT0hEyhMFgQAQFmb88+r2JFWP5q63lpF2+LjfJYlICVEQyH/ERkfywg2d+f74Ke6euJys7By/SxKREqAgkP/Sqk4Mjw1ty+Kt+3ly1ga/yxGREqAgkJ+4slMS1yTX4/kvN/Pl+jS/yxERjykIJF//N+Q8Wtauyn3vrGD3oWN+lyMiHlIQSL6iIsMZe30nTmblcM/E5ZzSeIFIuaUgkAI1ia/CY1e2JeW7A/zjs/V+lyMiHlEQSKGGdEjkum71efGrLXz+7V6/yxERDygI5Iz+eGlrWteJ4f7JK9l1UOMFIuWNgkDO6IfxglNZOdz7zgqydTMbkXJFQSBF0iiuMo8MacPirft54UvdzEakPFEQSJFd2SmRy9vX5anZG1m+/YDf5YhIkCgIpMjMjD8PbUPtmCh+NWkFh4+f8rskEQkCBYGclZioSJ6+tgOpB47ypw++8bscEQkCBYGcteSGNRh9QTPeW76T95fv9LscESkmz4LAzCaYWZqZrSlg/fVmtirwWGBm7b2qRYLv7v5NSW5QnYffX8OO/Uf9LkdEisHLI4JXgcGFrN8K9HPOtQMeBcZ7WIsEWUR4GGOu7YAZ3D1xGSeysv0uSUTOkWdB4JybAxR4qyvn3ALn3A+XniwCkryqRbyRVL0S/7iqPStTD/Ho9LV+lyMi56i0jBGMAD4paKWZjTSzFDNLSU9PL8Gy5EwGnVebO/o15s1F25m2PNXvckTkHPgeBGbWn9wg+G1BbZxz451zyc655Pj4+JIrTorkwYEt6NaoBg+9t5p1e773uxwROUu+BoGZtQNeBoY45/b5WYucu4jwMJ69riMxUZHc+eYyfb9ApIzxLQjMrD7wHvAL55zuiVjGJVSN4rnrOrF9/1EenLwK5zQfkUhZ4eXlo28DC4EWZpZqZiPMbJSZjQo0+SNQE3jezFaYWYpXtUjJ6NqoBg9d1JKZ3+zhpblb/C5HRIoowqsNO+eGn2H9bcBtXu1f/DGidyOWbT/A4zPX07lBdTo3qOF3SSJyBr4PFkv5Ymb87eftSKwWzd0Tl3PgyEm/SxKRM1AQSNDFREUy9rpO7Ms8yQOTV2q8QKSUUxCIJ9omxfKHS1rx+bo0Xp671e9yRKQQCgLxzI09GjD4vNo8PnMdy3T/ApFSS0EgnjEzHh/WjjrVorhn4nIOHdX3C0RKIwWBeCo2OpLnhnci7fBxHpii8QKR0khBIJ5rX68av7uoFbPW7uXFOfp+gUhpoyCQEnFrr4Zc2q4Oj89cx5fr0/wuR0TyUBBIiTAznhjWjpa1Yxj99nK2ZhzxuyQRCVAQSImpVCGC8b/oTHiYMfL1FDJPZPldkoigIJASVq9GJcZe34ktGUe4750V5ORo8FjEb0UKAjNrYmYVAz+fb2ajzayat6VJedWzSRwPX5I7ePz05xv9Lkck5BX1iGAqkG1mTYF/AY2AiZ5VJeXezT0bMqxzEk9/vpGZa3b7XY5ISCtqEOQ457KAocAY59x9QB3vypLyzsz48xVt6Fi/GqMnrWDRFt2XSMQvRQ2CU2Y2HLgJmB5YFulNSRIqoiLDmXBTF+rXqMTtr6WwZuchv0sSCUlFDYJbgB7AX5xzW82sEfCmd2VJqKheuQKv39qVqlER3PzKYrbpslKRElekIHDOrXXOjXbOvW1m1YGqzrm/eVybhIi61aJ5fUQ3snMcv5jwNWnfH/e7JJGQUtSrhr40sxgzqwGsBF4xsye9LU1CSdOEKrxyS1f2ZZ7kxgmLNUGdSAkq6qmhWOfc98CVwCvOuc7Az7wrS0JRh3rVGP+LZDanZ3Lra0v4/rjCQKQkFDUIIsysDnA1Pw4WiwRd72ZxPHNtR1buOMjw8YvIyDzhd0ki5V5Rg+AR4FNgs3NuiZk1BvRNIPHERW3r8NJNuUcGV49byM6Dx/wuSaRcK+pg8WTnXDvn3J2B51uccz/3tjQJZf1bJPDmiG6kZ55g2AsL2JSW6XdJIuVWUQeLk8xsmpmlmdleM5tqZkleFyehLblhDd4Z2YNT2Y6rX1zIqtSDfpckUi4V9dTQK8CHQF0gEfgosEzEU63rxjBlVA8qVQhn+PhFTE7ZobuciQRZUYMg3jn3inMuK/B4FYj3sC6R/2gYV5mpd/akZZ0YHpyyimvHL2JT2mG/yxIpN4oaBBlmdoOZhQceNwCaHEZKTK2YKCbf0YO/XtmWdXsOc9HTc/nHp+s5firb79JEyryiBsGt5F46ugfYDQwjd9qJApnZhMCYwpoC1puZPWNmm8xslZl1OpvCJfSEhRnDu9bn8/v7cVm7ujz3xSYGjZnDgk0ZfpcmUqYV9aqh7c65y51z8c65BOfcFeR+uawwrwKDC1l/EdAs8BgJvFCUWkTiqlTkyWs6MPH2boSbcf2/vuZvn6zjZFaO36WJlEnFuUPZrwtb6ZybA+wvpMkQ4HWXaxFQLfClNZEi6dkkjo9H92F41/qM+2ozw8Yt0L2QRc5BcYLAirnvRGBHnuepgWU/3ZHZSDNLMbOU9PT0Yu5WypPoCuE8NrQt427oxHf7jnLJM3OZsjRVVxaJnIXiBEFx/6XlFyT5btM5N945l+ycS46P18VK8lOD29Rh5r19aJsYywOTV3L3xOXs1SymIkVSaBCY2WEz+z6fx2Fyv1NQHKlAvTzPk4BdxdymhLA6sdFMvL07Dw5qway1e+n/jy8Z+8UmXVkkcgaFBoFzrqpzLiafR1XnXEQx9/0hcGPg6qHuwCHnnG5eK8USHmb8sn9TZv+6H72bxvH3T9cz8Kk5zFq7V6eLRApQnFNDhTKzt4GFQAszSzWzEWY2ysxGBZrMALYAm4CXgLu8qkVCT/2alRh/YzJvjuhGxYgwbn89hRsnLGb7vqN+lyZS6lhZ+yspOTnZpaSk+F2GlCGnsnN4c9F3PPnZBhzw6BXnMbSjpsqS0GJmS51zyfmt8+yIQKS0iAwP45Zejfjk3j60qlOV+95Zyb2TluvGNyIBCgIJGUnVK/H27d359YXN+WjVbi5+ei5Lvzvgd1kivlMQSEiJCA9j9AXNePeOHgBc/eJCnv18Izk5ZesUqUgwKQgkJHVuUJ0Zv+rDJW3r8M9ZG7j51SXs020xJUQpCCRkxURF8vS1HXhsaFsWbdnHJc/MI2VbYbOiiJRPCgIJaWbGdd3q896dPakYGcY14xfx0pwt+s6BhBQFgQjQJjGWj+7pzYWtavGXGd8y8o2luqpIQoaCQCQgJiqSF27oxP9c2pov1qVxxdj5bErL9LssEc8pCETyMDNG9G7Em7d149DRU1wxdj6z1+71uywRTykIRPLRvXFNPrynNw3jKnHb6yk8o0tMpRxTEIgUILFaNFNG9WRox0SenLWBUW8u5bDGDaQcUhCIFCIqMpwnr27Pw5e04vN1aVz27Dy+2XXI77JEgkpBIHIGZsZtfRoz8bZuHDuVzdDnF/DW19/pElMpNxQEIkXUrXFNPh7dh26NavCHaWsYPWmFThVJuaAgEDkLcVUq8totXXlwUAs+XrWLy5+br1NFUuYpCETOUljgLmhv396doyezGPr8At5evF2niqTMUhCInKO8p4oeem81972zgiMnsvwuS+SsKQhEiuGHU0X3X9icD1fu4vLn5rF+z2G/yxI5KwoCkWIKCzPuuaAZb97Wje+PZzFk7Dwmp+zwuyyRIlMQiARJzyZxfDy6N53qV+fBKav47ZRVHD+V7XdZImekIBAJooSqUbwxohv3DGjKOyk7uPL5BXy374jfZYkUSkEgEmThYcb9A1vwys1d2HnwGJc+O4/Pvtnjd1kiBVIQiHikf8sEpt/Tm4Y1KzPyjaX89ZNvycrO8bsskZ9QEIh4qF6NSkwe1YPru9Xnxa+2MGzcQrZm6FSRlC4KAhGPRUWG85ehbXl2eEe2pGdy8dNzmfi1voAmpYeCQKSEXNa+Lp/e15dODarx+2mruf31FDIyT/hdloi3QWBmg81svZltMrPf5bO+vpl9YWbLzWyVmV3sZT0ifqsTG80bt3bjfy5tzZyNGQx6ag6zdAc08ZlnQWBm4cBY4CKgNTDczFqf1uxh4F3nXEfgWuB5r+oRKS3CwnJvh/nR3b1JiIni9tdTeGDySr7XTKbiEy+PCLoCm5xzW5xzJ4FJwJDT2jggJvBzLLDLw3pESpUWtavywS97cc+ApkxbvpNBT81hzoZ0v8uSEORlECQCeb9nnxpYltf/AjeYWSowA7gnvw2Z2UgzSzGzlPR0/UOR8qNCRBj3D2zBe3f2pHLFCG6csJjfT1tNpiavkxLkZRBYPstOv0xiOPCqcy4JuBh4w8x+UpNzbrxzLtk5lxwfH+9BqSL+al+vGtPv6c3Ivo15e/F2Bo+Zw4JNGX6XJSHCyyBIBerleZ7ET0/9jADeBXDOLQSigDgPaxIptaIiw/n9xa14944eRIaHcd3LX/MHHR1ICfAyCJYAzcyskZlVIHcw+MPT2mwHLgAws1bkBoHO/UhI69KwBjNG9+G23o2YuHg7g56aw7yNOjoQ73gWBM65LOBu4FPgW3KvDvrGzB4xs8sDze4HbjezlcDbwM1O37IRIbpCOA9f2popo3pQMTKMG/71Nb+buopDR3VlkQSflbXfu8nJyS4lJcXvMkRKzPFT2Tw1ewMvzdlCTHQkowc044buDagQoe+DStGZ2VLnXHJ+6/RJEinloiLDeeiiVnw8ug9tE2N5ZPpaBj71FTPX7NY0FRIUCgKRMqJVnRhev7Urr9zShcjwMEa9uYxrXlzEqtSDfpcmZZyCQKQMMTP6t0jgk1/14S9D27AlI5MhY+fz+2mrOXDkpN/lSRmlIBApgyLCw7i+WwO+eOB8bu3ViHeW7GDAP79k0uLt5OTodJGcHQWBSBlWNSqS/7m0NR+P7k2zhKr87r3VDH1hAatTD/ldmpQhCgKRcqBl7RjeuaM7T13Tnp0HjnH52Hn8ZspK0g4f97s0KQMUBCLlhJkxtGMS/36gH7f3acy05Tvp//cvGfvFJo6fyva7PCnFFAQi5UxMVCS/v7gVs+7rR8+mcfz90/X87Mmv+HiVLjeV/CkIRMqphnGVeenGZN66rRtVKkbwy4nLGDZuIUu/O+B3aVLKKAhEyrleTeP4eHQf/nplW7bvP8rPX1jAXW8tZVvGEb9Lk1JCU0yIhJAjJ7J4ae4WXvxqC1k5OdzQvQGjBzSjeuUKfpcmHitsigkFgUgISvv+OE/N3sA7S3ZQqUIEt/ZuxIjejYiNjvS7NPGIgkBE8rVx72Gemr2BGav3EBMVwR39mnBzz4ZUrhjhd2kSZAoCESnUmp2HGDN7A7O/TaNG5Qrc2a8Jv+jRgKjIcL9LkyBREIhIkSzffoAnZ21g7sYM6sRGce/PmvHzTklEhOu6krJO01CLSJF0rF+dN0Z04+3bu1MrJorfTl3NoDFzNOV1OacgEJGf6NGkJtPu6sm4GzoDMOrNZVzx/AK+2pCuQCiHdGpIRAqVlZ3De8t2Mmb2BnYdOk7bxFh+2b8pA1vXIizM/C5PikhjBCJSbCezcpi2PJUXvtzMtn1HaZZQhbv6N+GydnU1hlAGKAhEJGiysnP4ePVuxn6xiQ17M0mqHs0tvRpxTZd6VNFlp6WWgkBEgi4nxzHr2728PHcLS7YdoGrFCIZ3q89NPRuSWC3a7/LkNAoCEfHUih0HeXnuFj5ZsweAi9rU5rpu9eneqKbGEUoJBYGIlIjUA0d5bcE2Ji3ZweHjWTSoWYlrutRjWKckEmKi/C4vpCkIRKREHT+VzSdrdjNp8Q6+3rqf8DBjQMsEbunVkB6Na2Kmo4SSpiAQEd9sSc/k3ZRUpizdQUbmSdrXq8ad/RozsHVtnTYqQQoCEfHd8VPZTF2Wyvg5W/hu31Eax1dmVN8mXNExkQoRuvzUa75NMWFmg81svZltMrPfFdDmajNba2bfmNlEL+sREf9ERYZzfbcG/Pv+83nuuo5ER4bzm6mr6PX4v3l69kYyMk/4XWLI8uyIwMzCgQ3AhUAqsAQY7pxbm6dNM+BdYIBz7oCZJTjn0grbro4IRMoH5xxzN2bwr3lb+WpDOhXCw7isfV1u6dWQNomxfpdX7hR2RODltz+6Apucc1sCRUwChgBr87S5HRjrnDsAcKYQEJHyw8zo2zyevs3j2ZSWyWsLtjF1WSpTl6XSpWF1ru/WgMFtamsq7BLg5amhRGBHnuepgWV5NQeam9l8M1tkZoPz25CZjTSzFDNLSU9P96hcEfFL04QqPHpFGxY+dAEPX9KKtMMnuPedFXT/6+c8On0tm9Iy/S6xXPPyiCC/ywFOPw8VATQDzgeSgLlm1sY5d/C/XuTceGA85J4aCn6pIlIaxEZHclufxtzaqxELNu/j7cXbeW3BNv41bytdG9VgWOckBrepTUyUbqkZTF4GQSpQL8/zJGBXPm0WOedOAVvNbD25wbDEw7pEpJQLCzN6N4ujd7M40g+fYMrSVCYt2c5vpqzi4ffXMKBFAkM61KV/ywSdOgoCLweLI8gdLL4A2EnuL/frnHPf5GkzmNwB5JvMLA5YDnRwzu0raLsaLBYJTc45Vuw4yAcrdjF91W4yMk9QtWIEF55Xi8Hn1aZv83iFQiF8GSx2zmWZ2d3Ap0A4MME5942ZPQKkOOc+DKwbaGZrgWzgwcJCQERCl5nRsX51OtavzsOXtGLRlv28v2Inn32zh/eW7aRShXDObxHP4DZ16N8inqo6fVRk+kKZiJRpp7JzWLRlHzPX7OHTb/aSkXmCChFhDDqvNld1TqJX0zjC9Q1mfbNYREJDdo5j+fYDfLhyFx+s2MWhY6eoGxvFzzsnMaxzEg1qVva7RN8oCEQk5Bw/lc3sb/cyOSWVORvTcQ7a16vGwNa1GHRebZomVPG7xBKlIBCRkLb70DGmLd/Jp2v2sDL1EACN4yszsHVtBrepTfuk2HI/I6qCQEQkYPehY8xeu5fP1u5l4eZ9ZOU4GtSsxOXt63J5+7o0q1XV7xLzlZ3jijXWoSAQEcnHoaOn+HTtHj5auYv5mzLIcdCydlUu71CXS9vWpX7NSn6XCOQOiF81biFDOyZyU8+G57QNv+YaEhEp1WIrRXJ1cj2uTq5H2uHjzFi1mw9W7uKJmet5YuZ62ibGckm7OlzStg71avgXCs9/sZkVOw4yql8TT7avIwIRkdPs2H+UT9bs5uNVu/8zptAuKZbL2tXlsvZ1qR1bcrfd/GbXIYY8N59L2tXh6Ws7nvN2dGpIROQc7dh/lBmrd/Px6t2sSj2EGXRvVJMrOtZlcJs6xEZ798W1k1k5DBk7n4zME3x2b1+qV65wzttSEIiIBMGW9Mz/fEdha8YRKoSH0a9FPBe2rsUFLROoWaViUPf35KwNPPP5Rl66MZkLW9cq1rYUBCIiQeScY1XqId5fkXtJ6q5Dxwkz6NygOj9rVYsBLRNoGFeZyPBzn+l/zc5DXDF2Ppe3r8uT13Qods0KAhERjzjn+GbX98xau5dZa/eydvf3AIQZ1I6JIql6JZKqR5NYPZrY6EiiK4RTqUI40ZHhREWGUyc2mua1qvzX9xhOZGUz5Ln57D9ykln39SO2UvFPP+mqIRERj5gZbRJjaZMYy30XNif1wFEWbt7HjgPHSD1wlNQDx/h66352rzhGTgF/d8dVqUCvpnH0ahpH76ZxTPx6O+v2HOZfNyUHJQTOREEgIhJESdUrcVXyTy81zcrO4cjJbI6fyubYyWyOncrm6MlstqRnMm9TBvM3ZfDBih9v2TKscxIXtCreuEBRKQhEREpARHgYsdFhP7nKqHOD6lyVXA/nHOv3Hmbexgy27TvCg4NallxtJbYnEREpkJnRsnYMLWvHlPi+vbx5vYiIlPDzxiwAAAeOSURBVAEKAhGREKcgEBEJcQoCEZEQpyAQEQlxCgIRkRCnIBARCXEKAhGREFfmJp0zs3TgOyAWOFRAs/zWnb7sbJ7HARnnWHJR6ytO+4LWF3V5Yc9PX+dnXxSl7dn0xdl+TsrDZ6KgdeqLgpeVl98VDZxz8fmucc6VyQcw/mzWnb7sbJ4DKSVV+7m0L2h9UZef4b2fvs63vihK27Ppi7P9nJSHz4T6onjvuwj9Uqr7oqBHWT419NFZrjt92dk+D6az3faZ2he0vqjLC3vuZT+c7faL0vZs+uJsPyfl4TNR0Dr1RcHLytPvinyVuVNDfjCzFFfAPN6hRn2RS/3wI/XFj8pqX5TlI4KSNN7vAkoR9UUu9cOP1Bc/KpN9oSMCEZEQpyMCEZEQpyAQEQlxIRcEZjbBzNLMbM05vLazma02s01m9ozludu0md1jZuvN7BszeyK4VQefF/1gZv9rZjvNbEXgcXHwKw8+rz4TgfUPmJkzs7jgVewdjz4Xj5rZqsBn4jMzqxv8yoPPo774u5mtC/THNDOrFvzKz17IBQHwKjD4HF/7AjASaBZ4DAYws/7AEKCdc+484B/FL9NzrxLkfgh4yjnXIfCYUbwSS8yreNAXZlYPuBDYXsz6StKrBL8v/u6ca+ec6wBMB/5Y3CJLyKsEvy9mAW2cc+2ADcBDxawxKEIuCJxzc4D9eZeZWRMzm2lmS81srpn95GahZlYHiHHOLXS5I+yvA1cEVt8J/M05dyKwjzRv30XxedQPZZKHffEU8BugzFyR4UVfOOe+z9O0MmWkPzzqi8+cc1mBpouAJG/fRdGEXBAUYDxwj3OuM/AA8Hw+bRKB1DzPUwPLAJoDfczsazP7ysy6eFqtd4rbDwB3Bw57J5hZde9K9Vyx+sLMLgd2OudWel1oCSj258LM/mJmO4DrKTtHBPkJxr+RH9wKfBL0Cs9ByN+83syqAD2ByXlO71bMr2k+y374yyYCqA50B7oA75pZY1eGrs0NUj+8ADwaeP4o8E9yP+xlSnH7wswqAX8ABnpTYckJ0ucC59wfgD+Y2UPA3cCfglyq54LVF4Ft/QHIAt4KZo3nKuSDgNyjooOB85f/YWbhwNLA0w/J/SWX9zAuCdgV+DkVeC/wi3+xmeWQO/lUupeFB1mx+8E5tzfP614i93xwWVTcvmgCNAJWBn5hJAHLzKyrc26Px7UHWzD+feQ1EfiYMhgEBKkvzOwm4FLgglLzx2IwJ0gqKw+gIbAmz/MFwFWBnw1oX8DrlpD7V7+Re0h3cWD5KOCRwM/NgR0EvqxXmh8e9EOdPG3uAyb5/R796ovT2mwD4vx+jz5+LprlaXMPMMXv9+hjXwwG1gLxfr+3/6rX7wJ8+B/7NrAbOEXuX/IjyP3rbSawMvA/6Y8FvDYZWANsBp774Zc9UAF4M7BuGTDA7/fpUz+8AawGVpH7l1Gdkno/pa0vTmtTZoLAo8/F1MDyVeROipbo9/v0sS82kfuH4orAY5zf79M5pykmRERCna4aEhEJcQoCEZEQpyAQEQlxCgIRkRCnIBARCXEKAikXzCyzhPf3spm1DtK2sgMzc64xs4/ONCOlmVUzs7uCsW8R0B3KpJwws0znXJUgbi/C/Tg5mKfy1m5mrwEbnHN/KaR9Q2C6c65NSdQn5Z+OCKTcMrN4M5tqZksCj16B5V3NbIGZLQ/8t0Vg+c1mNtnMPgI+M7PzzexLM5sSmEP+rTzzyn9pZsmBnzMDk6qtNLNFZlYrsLxJ4PkSM3ukiEctC/lx4roqZva5mS0LzG0/JNDmb0CTwFHE3wNtHwzsZ5WZ/V8Qu1FCgIJAyrOnyb0/Qhfg58DLgeXrgL7OuY7kzoT5WJ7X9ABucs4NCDzvCNwLtAYaA73y2U9lYJFzrj0wB7g9z/6fDuw/v3l3/ktgzpoLyP1WNsBxYKhzrhPQH/hnIIh+B2x2ufd8eNDMBpI7531XoAPQ2cz6nml/Ij/QpHNSnv0MaJ1npsgYM6sKxAKvmVkzcmeFjMzzmlnOubxz0C92zqUCmNkKcueemXfafk7y4wR7S8m9GQ3khsoP9yeYSME3LIrOs+2l5N68BHLnqXks8Es9h9wjhVr5vH5g4LE88LwKucEwp4D9ifwXBYGUZ2FAD+fcsbwLzexZ4Avn3NDA+fYv86w+cto2TuT5OZv8/82ccj8OthXUpjDHnHMdzCyW3ED5JfAMuXP3xwOdnXOnzGwbEJXP6w34q3PuxbPcrwigU0NSvn1G7tz3AJjZD9MHxwI7Az/f7OH+F5F7Sgrg2jM1ds4dAkYDD5hZJLl1pgVCoD/QIND0MFA1z0s/BW4NzJePmSWaWUKQ3oOEAAWBlBeVzCw1z+PX5P5STQ4MoK4ld7pwgCeAv5rZfCDcw5ruBX5tZouBOsChM73AObec3JktryX3piXJZpZC7tHBukCbfcD8wOWmf3fOfUbuqaeFZrYamMJ/B4VIoXT5qIhHAncqO+acc2Z2LTDcOTfkTK8TKWkaIxDxTmfgucCVPgcpg7ftlNCgIwIRkRCnMQIRkRCnIBARCXEKAhGREKcgEBEJcQoCEZEQ9/8KtpZlzNpLcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>dice</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.105254</td>\n",
       "      <td>0.099520</td>\n",
       "      <td>0.541349</td>\n",
       "      <td>04:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.099924</td>\n",
       "      <td>0.098669</td>\n",
       "      <td>0.551923</td>\n",
       "      <td>04:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.101218</td>\n",
       "      <td>0.097871</td>\n",
       "      <td>0.554252</td>\n",
       "      <td>04:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.099383</td>\n",
       "      <td>0.096883</td>\n",
       "      <td>0.554999</td>\n",
       "      <td>04:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = 1e-5\n",
    "learn.fit_one_cycle(4, slice(lr), pct_start=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>dice</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.100194</td>\n",
       "      <td>0.096452</td>\n",
       "      <td>0.559302</td>\n",
       "      <td>04:58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = 3e-5\n",
    "learn.fit_one_cycle(1, slice(lr/10), pct_start=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.show_results(rows=3, figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.path = Path(\"/home/bir2160400081/fast.ai/mass_road\")\n",
    "learn.save(\"mass-road-stage-1\")\n",
    "learn.export()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask_pred = learn.predict(data.train_ds[300][0])\n",
    "# image_pred\n",
    "_, axs = plt.subplots(1, 3, figsize=(5, 5))\n",
    "\n",
    "Image.show(data.train_ds[300][0], ax=axs[0])\n",
    "Image.show(data.train_ds[300][1], ax=axs[1])\n",
    "Image.show(mask_pred[0], ax=axs[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fastai",
   "language": "python",
   "name": "fast"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
